HawkFlow.ai records 0 monthly visits with 0% month-over-month growth and Freemium pricing. Middleware records 35,967 monthly visits with -12.3% growth and Freemium, Contact for Pricing pricing.
MLOps monitoring that fits into your development workflow
Full-stack observability with an AI SRE agent that fixes issues
| Dimension / Metric | | |
|---|---|---|
| Official Domain | hawkflow.ai | middleware.io |
| Pricing Model | Freemium | Freemium, Contact for Pricing |
| Monthly Visits | 0 (0) | 35.97K (35,967) |
| MoM Traffic Delta | 0 (0%) | -5.05K (-12.3%) |
| Primary Market & Share | 🌐 Global (—) | 🇮🇳 India (27.3%) |
| Direct Visits / mo | 0 | 8.88K |
| User Rating | 3.2 | 4.3 |
| Supported Platforms | Website | Website |
MLOps monitoring that fits into your development workflow
Track ML performance, prediction quality and drift signals so degraded models are noticed before stakeholders do.
Watch the code paths that produce your results and get alerted when jobs fail, throw exceptions or behave unexpectedly.
Check incoming data for schema changes, missing values and distribution shifts that would silently corrupt downstream results.
Keep business dashboards trustworthy by alerting when the underlying metrics stop updating or move outside expected ranges.
Full-stack observability with an AI SRE agent that fixes issues
An AI agent that detects, investigates, and helps auto-fix production issues across infrastructure, APM and RUM signals.
Monitor servers, containers, serverless workloads and cloud services across AWS, Azure, GCP and Kubernetes from one place.
Correlate and query high-volume logs assisted by AI so debugging does not rely on manual grep-style detective work.
Track application performance, trace slow requests, and inspect database and endpoint behaviour end to end.
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents
Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
SpecialistThe collaboration layer for AI engineering teams
SpecialistThe collaboration layer for AI engineering teams
Standardize LLM evaluation, observability, and red teaming across your whole org
Standardize LLM evaluation, observability, and red teaming across your whole org
AI-powered cloud DLP and security awareness training for SaaS environments
AI-powered cloud DLP and security awareness training for SaaS environments
AI governance, testing, and observability for regulated enterprises
AI governance, testing, and observability for regulated enterprises
SpecialistThe control plane for trusted enterprise agents and models
SpecialistThe control plane for trusted enterprise agents and models
Find and fix problems in your AI agents before users do
Find and fix problems in your AI agents before users do
SpecialistData observability that catches silent data quality issues before they spread
SpecialistData observability that catches silent data quality issues before they spread
Observe, evaluate and monitor AI agents in production
Observe, evaluate and monitor AI agents in production
